{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "数据加载和处理教程 \n",
    "====================================\n",
    "\n",
    "\n",
    "解决任何机器学习问题都需要花很大力气来准备数据。PyTorch提供了很多工具来帮助我们更容易的\n",
    "加载数据，并且使得我们的代码更加可读。这个教程里，我们会学习怎么加载和预处理数据。\n",
    "\n",
    "为了运行本教程，我们需要安装如下包：\n",
    "\n",
    "-  ``scikit-image``: 用于读取图片和进行变换\n",
    "-  ``pandas``: 处理csv文件\n",
    "\n",
    "我们可以使用pip安装：\n",
    "\n",
    "pip install scikit-image pandas\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function, division\n",
    "import os\n",
    "import torch\n",
    "import pandas as pd\n",
    "from skimage import io, transform\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "from torchvision import transforms, utils\n",
    "\n",
    "# Ignore warnings\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "plt.ion()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "去[这里](https://media.githubusercontent.com/media/fancyerii/fancyerii.github.io/master/assets/faces.zip)下载数据，然后解压到../data目录下。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image name: person-7.jpg\n",
      "Landmarks shape: (68, 2)\n",
      "First 4 Landmarks: [[32. 65.]\n",
      " [33. 76.]\n",
      " [34. 86.]\n",
      " [34. 97.]]\n"
     ]
    }
   ],
   "source": [
    "landmarks_frame = pd.read_csv('../data/faces/face_landmarks.csv')\n",
    "\n",
    "n = 65\n",
    "img_name = landmarks_frame.iloc[n, 0]\n",
    "landmarks = landmarks_frame.iloc[n, 1:].as_matrix()\n",
    "landmarks = landmarks.astype('float').reshape(-1, 2)\n",
    "\n",
    "print('Image name: {}'.format(img_name))\n",
    "print('Landmarks shape: {}'.format(landmarks.shape))\n",
    "print('First 4 Landmarks: {}'.format(landmarks[:4]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面我们写一个函数来展示图片以及关键点\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def show_landmarks(image, landmarks): \n",
    "    plt.imshow(image)\n",
    "    plt.scatter(landmarks[:, 0], landmarks[:, 1], s=10, marker='.', c='r')\n",
    "    plt.pause(0.001)   \n",
    "plt.figure()\n",
    "show_landmarks(io.imread(os.path.join('../data/faces/', img_name)),\n",
    "               landmarks)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dataset类\n",
    "-------------\n",
    "\n",
    "``torch.utils.data.Dataset``是用于表示dataset的抽象类。我们自定义的dataset应该基础它并且\n",
    "重写如下方法：\n",
    "\n",
    "\n",
    "-  ``__len__`` 当调用``len(dataset)``是需要返回dataset的大小\n",
    "-  ``__getitem__`` 当调用``dataset[i]``时会调用这个函数，我们需要返回第$i$个样本\n",
    "\n",
    "让我们来创建一个dataset类来处理人脸关键点的数据集。我们会在``__init__``读取csv文件，但是图片\n",
    "的读取会放到``__getitem__``里实现。这样会更加高效，因为把所有的图片都放到内存里会消耗大量内存空间。\n",
    "\n",
    "我们的dataset的一个样本是一个dict``{'image': image, 'landmarks': landmarks}``。这个类的构造\n",
    "函数可以传入一个可选的``transform``参数，它会根据这个参数对图像进行预处理。\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "class FaceLandmarksDataset(Dataset):\n",
    "    \"\"\"Face Landmarks dataset.\"\"\"\n",
    "\n",
    "    def __init__(self, csv_file, root_dir, transform=None):\n",
    "        \"\"\"\n",
    "        参数:\n",
    "            csv_file (string): 标注关键点的csv文件。\n",
    "            root_dir (string): 图片所在目录\n",
    "            transform (callable, optional): 可选的transform，用于处理图像。\n",
    "        \"\"\"\n",
    "        self.landmarks_frame = pd.read_csv(csv_file)\n",
    "        self.root_dir = root_dir\n",
    "        self.transform = transform\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.landmarks_frame)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        img_name = os.path.join(self.root_dir,\n",
    "                                self.landmarks_frame.iloc[idx, 0])\n",
    "        image = io.imread(img_name)\n",
    "        landmarks = self.landmarks_frame.iloc[idx, 1:].as_matrix()\n",
    "        landmarks = landmarks.astype('float').reshape(-1, 2)\n",
    "        sample = {'image': image, 'landmarks': landmarks}\n",
    "\n",
    "        if self.transform:\n",
    "            sample = self.transform(sample)\n",
    "\n",
    "        return sample"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面我们来构造这个类的示例，然后显示前4个样本。\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 (324, 215, 3) (68, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 (500, 333, 3) (68, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 (250, 258, 3) (68, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 (434, 290, 3) (68, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "face_dataset = FaceLandmarksDataset(csv_file='../data/faces/face_landmarks.csv',\n",
    "                                    root_dir='../data/faces/')\n",
    "\n",
    "fig = plt.figure()\n",
    "\n",
    "for i in range(len(face_dataset)):\n",
    "    sample = face_dataset[i]\n",
    "\n",
    "    print(i, sample['image'].shape, sample['landmarks'].shape)\n",
    "\n",
    "    ax = plt.subplot(1, 4, i + 1)\n",
    "    plt.tight_layout()\n",
    "    ax.set_title('Sample #{}'.format(i))\n",
    "    ax.axis('off')\n",
    "    show_landmarks(**sample)\n",
    "\n",
    "    if i == 3:\n",
    "        plt.show()\n",
    "        break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Transforms\n",
    "----------\n",
    "\n",
    "上面我们会发现一个问题：图片的大小是不一样的。但是神经网络通常要求输入的大小是固定的，因此我们需要进行一些预处理。\n",
    "\n",
    "我们下面来创建3个transform:\n",
    "\n",
    "-  ``Rescale``: 缩放图像成统一的大小\n",
    "-  ``RandomCrop``: 随机的crop图像，这是一种数据增强的方法。\n",
    "-  ``ToTensor``: 从numpy转成torch tensor\n",
    "\n",
    "我们会把它写成一个callable的类，而不是一个函数。这样的好处是调用的时候不要每次都传递参数了。\n",
    "为了实现这一点，我们需要写一个类，实现一个``__call__``方法。我们使用这个类的代码类似：\n",
    "\n",
    "::\n",
    "\n",
    "    tsfm = Transform(params)\n",
    "    transformed_sample = tsfm(sample)\n",
    "\n",
    "我们用参数params构造好一个Transform对象之后，再对一个样本进行处理的时候就不要再传递参数了。\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Rescale(object):\n",
    "    \"\"\"缩放图像到固定的尺寸\n",
    "\n",
    "    参数:\n",
    "        输出的大小(tuple或者int): 缩放后的大小，如果是tuple，那么按照这个参数缩放。如果是int，那么会保持\n",
    "        宽高比的缩放。\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, output_size):\n",
    "        assert isinstance(output_size, (int, tuple))\n",
    "        self.output_size = output_size\n",
    "\n",
    "    def __call__(self, sample):\n",
    "        image, landmarks = sample['image'], sample['landmarks']\n",
    "\n",
    "        h, w = image.shape[:2]\n",
    "        if isinstance(self.output_size, int):\n",
    "            if h > w:\n",
    "                new_h, new_w = self.output_size * h / w, self.output_size\n",
    "            else:\n",
    "                new_h, new_w = self.output_size, self.output_size * w / h\n",
    "        else:\n",
    "            new_h, new_w = self.output_size\n",
    "\n",
    "        new_h, new_w = int(new_h), int(new_w)\n",
    "\n",
    "        img = transform.resize(image, (new_h, new_w))\n",
    "\n",
    "        # 图像缩放后，关键点也要相应的比例变化。\n",
    "        landmarks = landmarks * [new_w / w, new_h / h]\n",
    "\n",
    "        return {'image': img, 'landmarks': landmarks}\n",
    "\n",
    "\n",
    "class RandomCrop(object):\n",
    "    \"\"\"随机的Crop\n",
    "    \n",
    "    参数:\n",
    "        输出大小 (tuple或者int): 输出的大小。如果是int，那么输出一个正方形\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, output_size):\n",
    "        assert isinstance(output_size, (int, tuple))\n",
    "        if isinstance(output_size, int):\n",
    "            self.output_size = (output_size, output_size)\n",
    "        else:\n",
    "            assert len(output_size) == 2\n",
    "            self.output_size = output_size\n",
    "\n",
    "    def __call__(self, sample):\n",
    "        image, landmarks = sample['image'], sample['landmarks']\n",
    "\n",
    "        h, w = image.shape[:2]\n",
    "        new_h, new_w = self.output_size\n",
    "\n",
    "        top = np.random.randint(0, h - new_h)\n",
    "        left = np.random.randint(0, w - new_w)\n",
    "\n",
    "        image = image[top: top + new_h,\n",
    "                      left: left + new_w]\n",
    "\n",
    "        landmarks = landmarks - [left, top]\n",
    "\n",
    "        return {'image': image, 'landmarks': landmarks}\n",
    "\n",
    "\n",
    "class ToTensor(object):\n",
    "    \"\"\"把numpy的ndarrays变成Tensors\"\"\"\n",
    "\n",
    "    def __call__(self, sample):\n",
    "        image, landmarks = sample['image'], sample['landmarks']\n",
    "\n",
    "        # numpy image: H x W x C\n",
    "        # torch image: C X H X W\n",
    "        image = image.transpose((2, 0, 1))\n",
    "        return {'image': torch.from_numpy(image),\n",
    "                'landmarks': torch.from_numpy(landmarks)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "组合transform\n",
    "~~~~~~~~~~~~~~~~~~\n",
    "\n",
    "现在我们需要把多个transform组合起来。\n",
    "\n",
    "我们首先把图像(宽高中较小的那个)缩放到256，然后随机的crop得到224x224，最后变成PyTorch要求的Channel在前的Tensor。\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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GKEzI9yyNe/9XyvuKs1neLL12gSuaxlUBP5aqqlhe6qMElx1kXBGKl8QBWWCgKlnqDCgOSc6cP4exhjhNfPSnASEo6ooky5jl/sK0PkareFVVLSzhYLDkl9haEwoHeo6yBctJh/2DFWTQ53OnThK4HFXXpCiu2refza2aFz3nmSjnEHHIsatvJAxDsm4PnRTNDXdk0pEKqJXAmQKrAozUGNH4o0lCVZakUUBYWxCC2kmcDBEqxFlH4AxpEjKea6IkYzqZo1SIdE10LCVaKmQS+PyFs+gix+KIkhgpQhxzirIkCCKsrcinc6Z1DdKRpoqBDbAmZ/8gRVEzHE2odAUOklAynY1ABDgVUGqDzQ04hxSCLMs8aF/kVFqTRRG68hjhbDZDG4c2EKVd4MJjvudXhOLN5zlxnJD1esznhgsXNlkeLLE93Fn4b854+CGNEyqtSeMY7K4/1L5aYFMptfCHrDU45RDW0EkSlpaWiIOQ7eGQ/Str7FtdJkKynHRIo4jrrj9KlPgILu1kJElCpf04ZOD9SucclQZKg9Y+OoxThXMCJQOEFDgZEkUlYZjgqila1zgVYRp4qK5rTFnQ62a7N7IBadvzMMaQZcluetAa/Cz0Vt2aXQuvlCIIgiYTExBGitm8IA5ClnsDlJxhtAMrIJ9RGU2tHQqBdgbr/DUMwwAVwHA4JJVeRdoJ7qNmjwzUtc/+tNHt5cgVoXhCSs5f2KbIKza2hj51VM49wFrWhGEMgAoEcRzvYlZt/vSSJbaFHuq6AgQ4i7GWwDniMKSbdVjJOqRpzPrGOsVkhogi4sEyvX6flaUeAPsPHmAwWCZNO8i6IkkSpmVJkiSL37DOIRr0v64MzkpEoJrgxhEGKWEQUYsZWtd0On2M89kJZ2qquVmMWVhHGIZEYbjALuMwQqkQY/xN9n5WQBD4feez0l8bpf5OdBoGCcU8x1pHpEJCqYiFIA0CxsIhjMUajbMaY6EyhtpYgigkCtViFQnDkDCJUdJnV/LZ1Odxg+AihRfyKyy4MBbOXNjmoTPrDHemjOc5hw8fpBOnWKWoKk0+m/GkJz+ZkycfpNtJcVYwHo8Xx9gbUbWzUwqHMY5IScJIIY3GGYPVFatLB0nT/VxzcB/9fp/pdEza7XD8+HGWswFJlvpjqJDoAx/i8Jvewvr3vBrxtV9LFGWAB6vbQEZrjTMgUSgRIBvGmUSClZRlycbGJvsOHaU2uznRYjrigQceoD9YJo4ikjgmn83J8xylFEu9PjuTKWXl/bUyL3HaUJS5V1gka3ffx7V/9h4+/eLncuq6qxaQzmg4IwpihNFUuiKVCh2HOF0yD0OUcYRSEcqQwsC0qKiNBiyzWUEcx0RRtLB0Sinv49kU8Fa/9TXLssTZrzAfr6419332AaaznCCMUUozn8+J4oAsG3D+/HnCULF/bY3Tp09TFD7f2M62S8P4Fu+TDkpdIV2ACCWB8MnuOI6Jw4BYefUIrOXYkaMs7VtGKElRlRRVyebWDiJQvODX30j86FnW3vi7fPzEtUwaQsKBAwe8hYpCLoy2ieO0GYG3wH5YDiF3sxXWWupae4sW+ADIWkvc5GKxziuz9YEDNFH433yc697+l3ziebezfuM1VFVFFEWMRiNe9bZ3Mtgacv073sNHvuNlIDyUNCtz0jTFCTDOIQJBGCpCJYllgBYG4zSm1li7G2C00WsYhmRZRp7nPhNi3EUuwKUY3lccnCKVotaGfm+FPC9JI40EDh84yIX181RVRa/XY3NzE9fmYeuaOPGW51JaVIv1OVejEAjpcBgcplmuQ0KliIKQLOuyvLLMoZMPcfwXf5UPPudWHjp8nKXlVQ4cOMDKvjUeeOXLueYP/5SP3fFMzp48iRA+h3ro0CGuuv9Brv/TdzL4569l/Ozb/A1wu7gbtkI65aPbRTbANNF46XOwjQNfliWiwfac3g2YxuMJt/3JO+mf3+BJf/kBPr3WByDLMrrdLnc+/xk87YMf42+fcavffzKhqiqIEq773EN8w9338b7bbuX+qw6hbUCsI7LSIBGISlMbPLQTKCrrr1UcJwvUoLV4LTtlqd9bWLqiKC7y/x6rXBGKp2uNimI2z57BWUkUhqyuLnH27Fkm4yHz+Zwsy7jnnrvQ2mIahoppgosWxNzLwRNCIPB+WBQopBQ443w+VEjqukSlKVkaI5zjyB/8N/rnN/m6j4c8+b/7F2hjWF5epraW+jXfzYVXvoL9RUFne53t7W0++9kzbG2c47Y/+HOSnTHuv/wm5596UzMeD+OoQKBNjXWKyWSygCC0tsRx7CdQURCFAZubm4TKA7VVXjT7aSSCez53ko0br+bFuuYjz3oaq6v7CENFt9v1FnP/fj7+guegEJwwhvXzG8xmMx44t84LP3k3BydzXvDxe7jnyBqlLqlMhWtoYUpIpAJpJdJZtK4o64qpnnHgwAHmkwlFUdAd9AmD6KI0WRh60sKl6crHIleE4lW1Zn19hyhOGY62CcIuzjkmkxmzmSaMMkazCmulD/udBRkTKb8kSCHoZBnz+RwrhJ/tzjHJ53SzHoEIyAKFMwWp0KSyIktSkixlOJvDeMIj3/YtpH/+V+x832soZQmBoowUyIh8PMG6Gq3nZEv7EUGH1Z0ppx5+mPc//Sm84BN3M3vVtyKw2EqjhEQJx3RnigwluTUIPWff6j5SpZAo5pOZd+5rTa0rOnVJliZs7gwZTiYMZzNmZcWFjQ1sKbmwto97XnSQa686wmonI4sTOp0U4SKEEAxHI4zzSf2l5T6dXgZIPvC0W3j+J+/hDw+vEgcxdWCwrkREAaLSmMZH9ZPXEIUhVW0QgUA3+e0kScBYulm2uGdCCPr9PkVREEXRwvI9VrkiFA9YAKRRFLG+fpadrQ3yPGd5eZn5fI5wnu1b6RqcZGlpQNiQIlsHv515YUNUTOMEJRx1WSDijEGvy9JSf5HsNsan3Y4fP050W49T3/JygiCgm8bsTKYEQlJbwWw8IU0iIhVRFgVLgy7XXXsNpiw5ieWjWcSLDu9jsLPtGbt1Tfejn+Dat/4JG9/9CubPfQYqiLAWaqNRKiYMA0zdsG1sjS5Ksk99mKe87Z3c9aLncP7oQUajEefPn0fWitW1FVZWVkiSBKUUWZaQJAmjnTlKeXfClhptKqyuwVlWV1fZefpT+K9XHWFrZ4d0MqG2poFcPLs71AZlLFI6pDMI27otYgEgtxBKm4ZsYZSWu9dG0ZcjV4TiWWvp9XqUVY4UDtfvNyRFibUVvV7K8vIy07xgOByCUESxpC71ghwZRdECA4Pdi6OsJY4kq0tdljohva5nWbSKevjIEQ4ePOgVWHsLOpvlZEkHYxx5XqBkjKkNZVFhTcVoZ46uCg4f2seh/auMdrZ45OGHeNJyh8AGTOYzrn7zH5GdPc/am9/Gyac/iU5/GYdgPp8jAx9c1GWBLitwmtNnzvCUP/pzBuc3ufldH+CD3/pitkdD5vOCaw4dZTDoEyro9jKPAVpDNRoRxmnjXxmMqRHCIZ1nwFTGR94HDhzACcHZ9XNM8zlZp4NSEVLusnek87R3jxVqkFFDQTMLQkCbGhMNgcFnk3b92ctZaq+I8kbnHFEcYGpNVXnGiakrAqnI0oj9+1ZYWh5gdYmUjjQJ2NxaZzQeM55MyIuCWmscPlBxQFXXFPMppipZ7nU4uLLMUrfDzY+e59W/8TaOn3yYMAzZv3+/Z/k28IXWmjTtsLS0zHA4ZjabE0Uxo+GEyWSGrgo2Ns6zs7VJrUuEdPR6PQ4e2s98NmWez8hnE+7/+ucyPXKQzVd/M91uRre3hAoi8qqkqgu0qajqgroqKOcF02LOR+94OhurS3z42U9t8rAJ+9f2EcchbaTc7Q3Q1jCd5wxnM8bTKUVVEWcpWa+LlAFFUeAsiyxOGIasrq7S7XYRQnDr+iY/+f6P8rTzW1hTe4XDNPfiYsIF7KbSgAVFqo1iW+VrIZzHKleExRMCJqMx4/GQdA9APBgMuOHGa0iShNnMNzpaWVpCKO+sg90tPIEG2ogW30VRl5Us5vC+ZQ6tDehmMS975/tY29gm+qsP8skX3IG1dkElD8OQ2WyGRXBufZPt8ZQgTJnqOVo7auNZH0nWZTBQmFoznU59+ipOmc1mmDBCWRg9/RY+98I7COMIkef0V/YTE6BNhQolwjgKHE4bpuMJGsGdq33ufNVL6A+WyWY5yALnfDFSEPl87MbOkLqu6fT6dJaWEM5TlWZlSRgqVJwQZx2vLJWHQUajEUIplpaWcFLwbXf+Ncemc1718Bk+cOuJBeNZCp8mU/iCJw+deIVriZ+tO9MGdC300pIHHqtcEYqna81we5PlpSWiQJEmAVnsle3Ug48QRRFLqysc2n+EOI55+JHTdNM+89oSp36/sq48rUhAWVcIJZHW0o0CusriijHLa8c4+fIXE/3lB3nkW1+6KK5pk+556Zkt2wb6S0vkUvHIqVM8+sgj2Krgc5+9j5VuynA4RAlHFISsrixxw3XXc9211xDo0gcWDpSAWoZYIQnDhDhbpp8IxvMdpuMtyvkYZyqkgHwy5dzONlnWBQejycwrV8czmp0KKeqa8WjGnQ/eyVXXX0+5cY40TXnwgc9y4MABOlnKcrdPmc/IogRnaqRzpGmKmc8oypI89yD0O550Pd907wP8ybVHScKAyjpq56isQxuHdY7WY2tdmBZAHgwGjMcjhBAeWWigoTab81jlilA8qWST2Pcnc+Hhs+hezxesqIjtrSE72yMm85xer8do5FkfMkmI43iRLoqi6CKWbhSErCwNuOrYUVayiMGgx+zZt3HfS7+eLIjIZzMGyysLP7E2jvPnzzOPU9LhiN958++xuu8gz3nmM7jv0/ewsroPSY1QAVGS0O92EEHA6XPrDFZWqaqCLInpRAkEAQpBEmVEccx8nhMkHW9FpGuwr5q6rJiMphhnmc5nmNqSxBlJkysuipLPfe5Brrv+Bp55x/O4sDMm6fbYHg45dOQIf/23H0Yj0GVFL+sgrOHqI0cY7Qw5uq/HZDIhLwuCRoFqa7jr4Cof62eUtUE3FXw+/eitWaAUtXEL6nsLUQVBQJZlnD17ZlFe4GlgfrV5vIt9LlukEBw7dgwpJWmnS5h2IYipixpjLWm/70v7khQjJJV1yCjGakMxz1FC4ozF1B73CpUnMi710yZDEZAmCVmcUSHQVjIpc5ZWl5mO5kRpymRaECYp0fIq933qU7z7fR/gFa96NU+//Vn87M/9LL1uxnw6JhI1VhuMzdB1zqDbQ5eKjfXzdENJUWuSVU8kqIoSFUrSwBIMNKaaoKdjZF4T1IJCC2a6Zh5CveXTWpU25Iljf9ZnfWvE/Q+c5I6X/1NuvvlG1tfP8dC5k5w40eOP//htRFFAkGWMiorRcBu2Njh6+CBnRltUusBuOKQwoDXGlHQSwTSvqF2NCAOqsqQyFidAW4sxe2pnAaU8j7HfHyCDACcU42nBiRMnePTRR32gh1e+NE0XNbyPRa4IxTPGeMhECB566CGyLFsg/HsrsSK5W1Pakh2Bi/CjtkZDKUV/0CNNU58mCkOU8s5wmqYEMmZzcxNpA1DKM0OmM970ljdz1XU38qKXvIzN33kL+//9z/PsEzfy7jzHGUMSOl5SW77rnnv4g2uv4mODkqVelzqfU7gQ7SApCtIsI00SOp0OTliKoiD7yCc49IbfYus1r0DfetOCxpXnOdPp1BfqWH/jT506RZZ1ee5zn8uxY4e599N3Udc1nz35APfcdy9Rf8BsPiG/sMXm1gV6WYckivjM5x5kedBBODi6up9eNyUNQsqqoq5LrIU0SrFR0IDxYGuLUsYTDxDEQF1WVGWJVL60MksSX+Mxn5JEnqzRIgdCiEU98GOVK0LxROOY9no95vM5cRyztbV1UVYiCAKQwUKxLqXmAItAwVq7iFBbALTX65FlGZUK6HRTZuMRKysrjLYmnDp1ivvuP8nmzpBbbrmFYHCAP33HX/CWc+tcXZb88PYW42//LoZbmwz6Ga/9/d/j0GTKa89vUtxxB+unH2Y2HmNNwupah6XlZZIkQ4imblcp6lrT+y+/TfTgKVbe9Eds/dyPUlXVYpnvdrts7YybK3ObAAAgAElEQVTQ1iFUwIkTN3L8+NUgBeV0i3vv/jg7kyk/dccddH/hF3j3C1/Ex295Ctvr63zPxirf/JGP8KbrruVvVlbYurCOUorR+GGOHTrI0QOrKBVR5yXCSRCCKA0XRFlrLa5JeUkECt9GIY5Dzw2UknAPAXU0GhEEgWfAhCHOuYYt/tjpUVcEnCIQVNpS1oa00yNKMmQQsbK2f1Gs3UZULd9Ma70oD2wVriWGtlFumqZkHd9lIEniJt+4i/uNRiMmkwnz+ZzZbMZsNuNDH/oQb/2DP+HaG27m1A/89zzYG/Dg97+Of/KqV/P+v/kwhBl/85Jv4szqKne+7GUcOHCAq44fJQ4FZVmjooheb0CU+gLoeVEtoubRP3sN5TXHufDqb/aJ93mO0ZpQqoXlC8OQEydOsLa2tsgKfPB9f0kxHfKNL3kx+//Tr3B8Z5vXPnA/O/OST955N6/4+Me5djrh+x4+xdXX3gAqZJ5XjKqKM9tbnN3cZDTLycsabR1RmDbXyKIQDYTiq86E9DidB6k9F9HUvoDK6oos9jUebW62jWadc4+9qS9XiMVzuIUi7Ozs0Ol0qOvaWz1nFtQcFTZWTlsmTQ6xxY9aBdyLrvd6HdI0JU58JsPRhv4g8Be2mFaMRiMeffRRrnnwEX5sa8if3f4cNk+c4IHrTvDm1/wAd733g5w4fRohBBfOn+POq47zVy9/Oc9+yi2sSEk93uba04/yjI/cyalXfSvpbc/ACg9BZJEkUg4nFfkdz2B46w2U8wnVznBxA9tiGl+zKun1eiwvL3Pq1GnuuuduQhXwkm94MTc86Wbe9rSv4SXzgnte+A0Mz28ymUz4xeU1fixJ+N3jV1HXNd9YG1776Bn+4/ISHzSWLJD0D++nNxggtMU5gdM1UgiCUBHrkDKwGGHBOIx0xDE4q7FY8sLnjtuxtdautZbtOVyOj3dlWDwhPbhaVFS1YTrL0cYxz8sFEbFFzdtC5l0U/WI6TusctwXQ1uoG5JRN5Bss2CXglePMmTNcf/31/OBoynVFybffdzfPf/YzuOX663Blzq03XceHP/A+rjl6mJuuOsxKFrPSiZG6xugCrWtecNdnWD6/wfV/+k6MEx6WsN6HWlhis0tYNcagmwoz4aDb7bKyssItt9zCzs4O733ve+n/7Uf51+/+AK8/cRMH9h1kbXmNe45dxa+97vW8O+nwiQ//LVEY8MkjR/nNH/4f+ci+ffSylH9+5gw3lCX/82TKoJNR5znjrR1mkwl5Vfg627rGWh+MCeEQ0qFE2yTIECnvTyvhXRUpJcXc8wSBRZoyTdPFvbgcdsoVoXgAo9GI+Xy+8MdWV1e57rrrOHDgAP1+f5GjnM/nVE1HgJaq01LcW2Ji6wf6FJIgirxhN6ZeBDIt7PLoo49y0003EUURb3/SDZxbWeKTX/8ixhfOELz9D/jpt/8+35uG/KvX/xDPu/2pPOvsI3z/G36NF88mzEfbbJw7C85x74uez/TYUda/+zs83y+OUU06yeF9o+iDH+aqf/lv6X70UzhjF+PcSy86deoUdV2zsrLCN937WfZvbrH/N34bKSJOnzrNd6Upr/tP/zfPOfsI/+y7vp0X3PEcXvi853DsEx/jlz74fp5y6mH+6OYbOdXr8eajR9nX73JgMCCLQ9IsJs1ijKvB+RYeUjYMlZYFLVwzZgvG535DJYnioEnz+XrhtptBHMcLDO9yFO+K6IGcZZm7+vg1LC0tURQFBw4cYDwee2ZrPiMIAoY7Y8LE90XJOh6f0tY7s3tTOt1ul62tLeq65huedQvPvuEwT7nxBpyIiPtLlHXBoBPTlYqz5y/wyNktrrv+RsK0S1UbTj36KMPpjLyo+M5f/c8c3Nxk8+BB3vgDP8h8PucHfuPXObQzZHv/ft71uh9a0MIPn7gGXTXRdyhQwoKrEa4GHIiUa17/oyQPP0J+/DAf+Vc/yJkz59jc2sYJhRaOWkNZaTqDZY4ev5ar73+AJ73zXdz/qlex9YzbKYqC5/z4T7DvwgUe6fX4+W98CePpNmEc8TPv/RuOjSY8kCW8/ulP8jnaTo+l5T621pTFHGk1ceS7a82NYTaZNxV6lryomFQVc60pypJZIdmcTgmyjOksp9vtEUURRw8fYzre8QVATWMf8DXBD5z8LEWRP25tyi5b2sizZTlsbW15ipO1pLH34YLQz8iqqnDMfGQbRwve2t5Ks7queWlV8tPv+Ws+lzyf9GlPRVuvmD4fLNgua6RQHDlyhG63S2UbZL7b5eixY1RVxYXv+146v/eH5K97Hc97yq0+/aQ0nTf/Hp9+wfOIooDV1RWSbkYxn9HrLaOUQAq3YNPQJNWDIGDntd/J8m+9hQuveulFSXVjDEY4giDG4dNXVlecedJNzO54NslgibXUkwHOfM93E7719/n0857Lk284wSOnH6KqKv7bk2/mm+66l7fffIJnPPXpJFnK6NxZJIIoDlnq7QPr6yvayN9ajdUG13RrENYt2CmtW9AGcOBrj6tqN7Boo9rLTZfBFWLxut2eu+nGWxb1sUVRLHw3p+c+lQSknQ7T6RykQNeWsva+ipSSOI4XwUVd17zj3GluLku2D6zx4P/x42gRorIu1mqW+imu9EuykwmdXp9KOxCKsqwRwjCfFw2FSdHtLzHPC6SUlNOhb/tlfWeqtk9f2EnpdvvgjK/KrwuMrsBWKCEQQQflLLbKqYsZ4+GIM2fOcWFj00f0GFSQ4KxARRHLS6t0+wP279+P6nRJkmShBG0gluc5ndjnl6uqYjyd4JxjZzTyMJMpMbUmjiP63S55PsMZS6/fYXsyZTwaMZ8VVFXNPC+ZVhWzqmBalBSV4tx4SF7VlMayNFhhOp5y1bFjC4Rge3t70cYC4NHTD39lWTxrmwY1YUDayaDpNxIEAfm4bAKEuCnsVtTGYuxuF4E2ZdZau7qu+d/SLv8+ibn/655FpjVGCFxZgfJRvwwihAyIki4yCKh0idEGCeSzMWWeMy9KX+AcBqRBRNrJ2ClniKaoxTiHLkucgF4cE4UCayVWCxwCP6cF8Hc7l7ZUo/b8ZeBZ0UIopJbU5RxbRRhdEJgY5UJiJbBC+iY7pqacTchsjKpLEiVQWYID8tEOzmk6nQ5gCVWAlMJnXIwBJ+lkCboo0WWFrhw4Xxzlq90MoIhUwNQUhCokS1Pms9miUL7t1zefzy+biwdXkOLp2jut1tSEgVx0q+ykKfP5nKIo0E1Fu++qILHNo8PaIANYNOV5fxjy07ffzNfdch03CIkIAl/w0lZ4JX2k8x1D58UQZz3ut9Tv0019m4h54Ws7nABdl4yHJWvLnlgwmvp8cRiG9Pt9IiWxrgbra2wRtnHUFcJZgjBEOYs2Fbo553aiFEWJSD0+FsdNBwVdUZVz8smI/mCAqwt0Q3OSaUo/i8miNURVMx2N2NzcZHu444msvR7d/oCq9r3zinyGc45OmvrKsSShGOZYU2Nqja58dC2BQArCIODZ4xnff/48PxME/HmmAL8U12XJxGj6/f4ioGgbPH7FkQSSOOTg2sBfvO0L3HbbbWxvb7O0tNQkpc8ynxeoyPsTla4piopa24sCC9glKBZFsWja2CLyTkqCQJKEEUXpm9P0lwZEcw+tVFVFVRZYHJ1OjAoDauNxr1priqJga3MTqRRJlpJ2OyRJQr/Xwxa+jsFaizUGYY1vBAlI4W9K9qGPMfiN32H9VS9jesM1Cx6bLGvmVYnR3vkX0uFsRVXOmA59+9hkDyGibABz5xy2nKOEYWWpS7frwfK86VTaTSOiKGGCo6oNaRqTph0svudJGIbEoaIOJHWgcDgSFVEbzQ9tbHB9VfPjxvD2MKSc51RV4bMWUfh32v621/6xyhUBp0gBB1cHPPnG67j+qiPc9pQnsdxNGGTRImqChh1LywPTi7rPlpVijPE9iauKtmVtuwRb60kENMtdGKeoMG6KowN6vR6dJCUOQpyQOOG7VZWVZjLPmeUF86Kkl2XESUScxvSW+/SW+yRZQl0UWKf9y+rdtmrsLqlLb3wL8cOnOfD7b1/kjNuXd+A9GKurElOVOF2j68JHydJiTclwZ4PRcJPpZIfpZIc8n3k8TgLCuyBllTObTwiFIIsj9q+usG9thSgIm4yPp39hPI4n25SDbYIKbXjD2j4+G8f871niz8dp0iRByF2ctE2RXVpU/1jkirB4/X6fF37t83wKa7yDFBZrKnrdFBtkF2Un/Ew3ZFnGdFYufLy2sU+/3+fEiRNNn+RhA4IKVBgixG5riMl0usAHy7xA64pal81vKRwSIQPSNCFJfXcAYwyZrbBKEGQJTvm2rdPplDRNqZghnN1l8eJvSiAkQRwz+4F/Cm94I9vf+c0Lv7R9icY6aq0pnUUJ6Ii06etXo+KQKAqoK0UU+gAqL3JM5dN/Wa9Lx1rSTsaR6ChVXaPKEoNDGwtFSV5MkIGk0+lw/ly+6JAqhCCUCislgdXEYciHlvv8xaDD+uYmbjpbEC+csdDQ2IBFuw24PIt3RSheFAXs27/M6r4Vzm9t8OCZdbLVg3z6wUc5sLYP0USbldFNs0bLzmhMEMhFwKHrsmmvMOfuOz8JwHNvPkEgB8wKw6DrEKIiVh3qcU2/G6N0Tj5xBCFoaxBJhAYiqdB1QaAkUSQb62WIAoEUCuEcrix9SgyBlZKSEmkEOEkoQ1xgdyeKclA6iuc8n9GTn0oxG2HzCWGo6K+k1CInyQU7kxmDnvedlAyY5wUISZpWCBMRqYSVlaXFREMKjA0ai9p2wmoKwk3li6PKkqKuEE7STxLysmK6eYE0ijGlQSlDmCbUDcPEVAZXabIgZXtnm6BpCl5UFdY2QZF1VGVO1ukQBBFF1TTjvgxY5YpQvDzPec973sPxq67hhhtu4PTZDT538kGGwyHzyZy6ril1jbOCvCwA332zNfFCeIc4iiKsNotMRl5W1MYQBD4C09YQ2oBUJOiqxikLQuGkQMiAUCpQ0jevbmbvRY8vEAK7p3OBMW0LMYFFEuxpJyZoGumEPgqcu4q8yLGm8L6ftYQE9IIOUzdeKFNZ+kg6jeKFT1fXFWVZEIYBnV4XGSp8WtTRiX1fGYdpxukzDk5rVAN15HlOkXu8Uze0q72pxbyqKcpqkXNN0xRTNz3vjE/1CekIpCIKArAOi0DXtW9V2+RtL0euCB9PSMkLXvACwjBkbW2Ns2fPctttt3HixAkGK8tk3T5RmIAUWNvy94qFf9diSW17skVeV2tGkyll7btgCiERViyUs82hSsfCF1N7HmyyFxjdmxPe+35vvng37XTxZ4DeoMfgY3dy3Y/8BP1PfOqimgVbW8qyxjnR9KOjsS6+5iEQEmHdYn/Mbmveqi6otQd267qk1hWm8TFns9niGSHtuFvgt2gS/3trJvZGqbUucRiExDOmtaHOS/KZpz+5pscKziz8UncZPt4/SPGEEA8LIe4WQtwphPhY892KEOIvhBD3N/8vf7HjxI0CDQYDAG699VaGwyEXLlxg2li8MI7IMg+kZp0eS0tLTKfTi5790Cpe2wLsqevrfNuvv5HVT92LaJTLaoMzYGsNxjZJ8ouJBm2k3B6r7YbkfTGJUgFKBfgHcnucTsqLn/tw0U2saySOld98E/FDp1h96x/irKCuNVWpKSq9IEO0SrC3O7wKBAiLMzVW175zlNEebzPaWzijsdrDIrausHW1mDitZWuv1W5Hg90g6FKc0djd5tpKSJT0Reqh8A2QwjAkVA2E4i6vfQV8aSze1znnnuacu735/G+AdzvnTgDvbj5/4UFIX0SSpumiomw4HPqKL2uptKGu/ckFYUy32yVK0gUfbO9DVpIkWdzA7z11iv1b21z3Z3/hl0Pt0KX2PppzF1krJQTC4V+N4rXKtrf3MlIglH+uhBNgcTiBfzXHbPmBLUOmLEsm21ucf/UryY8f5cwrXsYsnzOe5wznM+a6Jgxi4iglChMCFVHX/py19pOjPbYxBlPrhVIESqKkj0yFs2AN1tRYU1/U1GgvZ7GN+ltK017rv+gxGAi0rQFLHAZ0kphep8tSr0s3zehmCUkaeWaLEARq99Fcj0W+HD7eK4AXNu/fCLwX+Ndf6A9M8yCUuq45c+YMH//4x5GBh0h6/WWm06kHkI0DrcnLiuHQR6x5nns8rNvFGENpS19X6hxvOHSQ129scO7rv3ZBxvRLFQRx04fY+n4qsLu8uj0FzMBFVkHIEEGDGzqf53QIrGGRL67rGt3cTFP7302tY+eWGzn1oz/MbDJl+9w5Nna2mdcl03zu25s1v7e3B4wfs0YicU75xwI4h3I+kBFtBO0MWO2bVVqPI2otLoI4WmVrFW+v8pnmUQNij7vgnCNQATIICWTg+/epCC1p/OqQUtSL41yO/EMVzwHvEh6i/8/OPybqgHPuXLN9HTjwxQ4Sht5iOSSfO/mAX5qa7pQ7zWOhojgmsL6wJM/9wz/ipmdH6xSDX07TNKXT6fBBU/LgvhX+yfFj7G+eA+atmltU0MOupZKX+Gd7l7zW2iixe8n2XnCv0Lt1Iu3S5oxtngPm6y52Nrb8A2HGQ7amY2rhPGAdhIvfAKjLctFZ3fY8nNRaY8cudLHb9fTijk17sbW9tSt7+YB7fT+/ZO4q47O2h/zyhRG/vDLg/WmGEgpb+kInLX3AtvALjUa3pIjHKP9QxXuec+6MEGI/8BdCiIuece+cc6IleF0iYs9D9A4cWEPFCkrFqdOPcuuTv4YHH3iELPUQSusAa+375kkpSeMIZ3LiKMARsD2e0O900XVBMd5hZWkJGQhcElIqgRQJopSoMMSG/sFxUgVoLFEYgYTaVIDEyg44hbQS4xRGNiC2dCAMZd205tKe3VFbS6QCbBASWMvW+fOceegh7rrrHu667z6uffJTee4dt1PNcyKZUFtPGpgWE9aHQ2opSbKa/VlKqqCczzF1TVk7ai1ZWe7SiWOCMPXNH51DYjGmxNjdRuNYQaAC5lWOcAHC+nSYdBA1ffhqU1HWNbOyxAAagXEWJwTg21c45/j+sxe4Xhv+p+GYtyvopRlJFJEEIWEcURQl+XQH6QSBhErX/3gtLJxzZ5r/LwB/hH9k6HkhxKFGuQ7xeToyO+d+zTl3u3Pu9tWVZWazmW/GGEXMZjNOnjy5sGwt1br1l9pZ3r4HFg0O2wYzxhjK0i/fo+2dZsb7pz+WdYVtLIBwLKhALZDaSVOyJCGNY+LQ99JrX779GdjGui16NDe/65xjMp2ysbXJ9s4O28MR9957L7qsqEq9CDZOnz7NZz7zGR48+QD33n0XH/nw37K+vr54PsYuWO4ugnS8RWJhVdsAov1c1/VuRC72dI0XAm13LfLeqHxvnUr7t29YWeG+MOCXlwdEQbjIgXc6HdpHQKRpuiBz+BXnHyFlJoToCCF67XvgJcA9wJ8A39fs9n3AH3+xY3mUXzHoL3P69Bk2NjbYf2CN2Wyy6P2xCAIaP6jtddL6Im2lk6/A94XT3SwjDhQbGxtoXeGkn917qTx76wZa57qYzyjmM6oi988TayJGU1fYJqmuK++/tTcWJZlOp1RVxdq99/Pqt/0VT58V9AaDZsy+He00n1PUFbPZFKsrlgY9+lmKsvC0C5v8y/d8hFvObTaQ0ZTReEhda8qyWkAgxhis2XUR9irn3scutN+352mMQe/xxfZG3u25t68PdFNedWiN92cxwnm4pK5LtPUIQlFXGOf9xaLSuMuot4B/2FJ7APijZuYE/y937x1kyXWdef7uTf9s2e6qtuhuAA1HeEuABCiCFAnaoTiUKMq7jVntaEar1c6EJmK1sZrQarXaGa1WGm0oZjkTHDmSIilDgSAh0YgOIAjvgQbad3nzbPp794+bmZVVaIjArELR2BvxortevVfvZebJc8/5zjnfB/yx1vo+IcRDwKeEED8NnAQ+8r3+kNawsTHg9NlznDp1ynTiRgmNZoN2p4vWin5vwwTpvuFGkUIThQPDUey6uIFPOByZYnyjQRrHtAObpu8QJxF+wyMIfEbDkDBPCByJUzRtapWRZ6YUpOxiOFxnUBh2EobVBddJDpapmPglc4EUpHlGM2gxTDMu+9tv0lzv8SPdDu/60Z9k+o8+w2I/5sn5vZw4dZL1/gatyTYf2GzxodNL3HvxQR64bIIff/gJ5vsjvu+ZYzx4/eVMT0+zZ99+slQRjmNUmhGFpsbrF4X6NDPjoHnBZaeUqsT2hHRIshQlzFYYJjEKgbQt0lGI1lu4pGVZphJStORrSzLZNoP0nrBIMpMsRY5Ns93FzTOEZfPy6SWiTNPuTBTw0mtb/9WGp40C9zXneX4NePvr+VtJkvD7/+H/ZnrXLAsLC3z0h3+M++67j6mpCWzLZTgcYglwC41Zx3FI46j8vKp5VCkFlgmcgyCg3fRwdEYQeNXdrslJVYqrJFkaIx2J5dgGKMV05UoFeZaSFdtPVJPq1JnAEYZP2S6glhxNkqZksWkWXfvRf4r9p59j9WM/wPQn/ozg5Gl2f/av2HzHndzx+S/xzRuv4viRg3z4Gw8z1x/y/uNnGPzQzXw9S3nr48/w0LWX86arLiXHrjJs87BRuZnPSOMEAL/hVZ0ipZervDcKLU2VpPx9XnD0mZnjrcsvhEBISV6A04ocz7IgA2lLkiQnyxPS3KLXS/AbTQSQa0GzkGR4w9Vqe70ejcYlLC4u85M/+ZPEiZleVypnaXWJ0WhUxXVlB24JuCpt2uHjcYotJNiC4XBIc3aWqckJLn3+BX7gwUc56fmEt9xYBNFAXrBEJUVQLAV5EaPIHXGPylLycstSDljadHKUuFrxPs8NiNKI/q3XE955a3ExHaY/8SlOvuNtHPmre+ksr3LHI0+T3fVmnn3HHThfeYAnbr2eLElZuPQIn7rkAJYlcW0bgY3luDiSKsQwW6pAUEAjWbytolKHR9JClSfNMlNyLHDHMnbc2Zhah1F0IQ6tRJH9FzCMEiC0TaaGJKmZMSmN7vVAyBeE4WVpzv79+/lv3vdeHnvsMa666iq+9rWvIaSuWoZKyoSyBFTFVsXRZlmG7RhmgV4SMtHpIKXkvc8fY1d/hPeFr/LoTdcbA9PKdKAUMZCwLdBbwbfU22Oe0WhUJToz3V3VhZVphrYkqpipSMdRsWX5aFF4wZuvZ3DzzYzOLvBSmnDxl77My++7m5mZGZK77uCB696EznKm+wm2jkDlaBRKSlTB/G5JGynLhtmiLFhoSgwGAzzPq7pzyuw/TVOiTFUTYVvs7NspP6CIFdnqpqH417ZtsMz7HMdBC42wLSaaE/SHAwbjkRm2RxInKa9nXRCGNzc/y0c+8h7a3Q5PyRTb0uzbt8d4NctQovZ6PWwpmei0CDyHsVQMU7N9BEEThIMUFmAxGGWshjl2OOJLRw/zgRNnefL77yBteMhQ01A2iUywKYLuOKtOri0E/bSHg8RKFSrJOfn88+y/+DCdya7xNFZKDug0R6UUOrFgtdpmS85MdcS3t8pVA0/hv+MOnnz7mxFK03I9Ui9A2TZJmuK6mxBaqCRDWpJRGOF0GyQSmsOELFckWUYuwRcS23bwpE0OrG/0TeeyMPpuSkuk5RKgWBuPydBYrkMWR8RhAgX5d5IkZLnJjIUUKJ2TZSkIzZTjAjle0yeKYxzLxpECCwtXuEw0J+kPQyKZI4QyvRX6DUZhUUIMg8GA2dlZQ3CY58SxqUtGUVTVce+55x4cx2E4HFZ3dxSNDS2+MnVI3/fZ3FzHch2e2j3N77/3Lka33YCFmbG1bLnNa251mxiooe0FBv6IIs6dO8feA/uZmJqsMsKdTY/lz9k4giTD0QIHWZXgbGnRlB6OtpApmN53gWO5eLaHxKJhuzhaE0ibCa9B1w1oags7zMgLD5zmGf1+n43epqHeiMKKu8ToyNrb+GSiJN5Wky3LgGXTbOnVyypNvanBLQScy7p3CdOUojIbvU1GBV9KnpUA/BusLcqSptg8HA4ZjyNOnVliamqKfn/IYNjHtm0GgwGdVgOtNYcOHWRleZFhmlYnx7LMtFU4Nn15aZrS7kxg58rIFfgBURwjcEgyibC3T77Xg/K4P6TVaPDM8y8zHA45ePlRNocDLM8nT/JiqxZYloOGil6j4ZpwICkk3YVtITEFd1fboI1XibOUJMtxXBfHC/AUWCpmoEaoPEOkOTJNDYFOnIFTlMfsIrvUadXcQA5CCtzApzccMI4jELA56CNLzQxLkmmwXKPmI2NJnmx1DwtDhmza9KXk5s0hHzm1zB8fnOfBiQmAirPGsDIEJL0NsOwCmzS46BsuuQBNHCfYtsvKygovvnSKQ4cv5uzZBVzXpdls0um2SMKIIPAKXpQW6XBAv98nic18pyUkvucgUDi2TXd6F3PTU4yHPUzDU1qxN+Viq1BefYuyHhvlLK6c4+zpM1x93XWMwxgnaDCOQmYbE8Rpsi3YT5IEO1eksgBmBWRo076uNcKSrG1s4AQ+ru9hew7atsB1caSJj6SGoN1CF52+Mo2RElxLEoUxuYQ0z9EYuCdOM4SKmd41TZ7ndDodjh07RpIkXHrppdiWy2jQA2Fi2iRXBG5AJjMUuqKWlaIAmotzIITgo2dWuCiK+ZHTSzw8M1PQVNhI2wjFJKnFYBQWMvKloI1DQvyar/gFsdXmuaLV6hBFpsu1EbTY2OixsdHjmmvfhLTgne+8Gynh8SceYzga8Pa3v43bbrmFZhAw0W3jew5xNMZ1LLTKiMYjQiU4cPAI17zpWtaWlmn4nqkKkG9JuFd0F3mVvKyvrrOwvMybbrgev9vFdX36Kxt0rKDqcSu3n7KrAyAmI1YpucpwlKYpLJoZOP2QVitAWhrHt2m1A3xb0sgVE5mmO0qYki4qiQnTiLHOiG1FbCtCchKlGUcJwyhCCwsnCHD9BpbnG0/bajMKIw4eOgh2W2EAACAASURBVExnYpI4zbAcF2FbKGG23NFohOO5ZmDKNtSxZS9jvXphWRafObyXE82APz20D9s2zAOTk5NMT08TBAHHzpxkEMeGulZphBKgxCuSlr9vXRgeT2wVvV3XZXJyknOLS/hewMLCWfbunecrX/kKtmOqELfccgv9fp+nn36aMAwRQuD7AfPzu7Esh42NDcIw5G+++jX86BZ2dZvgmNkL27WwtQUYHLCMcao4rQjgT587y9W33kSOYNgfYOWa/tIqqS2w3bKSsjXXq5Ri0vGRGlSUMFheZfHcIv4DD3HpA98mfc87WLvmClzHxssVy6fPcu7cMulqj+6Tz3DVsec5c8URlo8eoTkzSaI0XuAj0pT+yFDVxnlGlMSGDd/1cG2H6OyYubm5qnJTDn43m02sQl3RSCmkr2j4LI+/hAZM+CB5Ym6G787uYhxH6CQhzTJsWxOnCSsrK4zD2EzgZSmu66MyqgaL17ouCMMTwpSblFJsbm6S5RZhGOK6LktLS4RhyI033sjf3v8lpqen2bt3nt/6zf8dbdnccMMNtNttoihmMBhw7NjL9Pt9JiYmePaF57nlyBHsPGZ2z5RpB7JsNBlOceT1ruGqcVPlCMemPxyhpGB5YRHilN2Ts0R5is0WbUOJm0VJyvjkOdYWl1lfWEKMEzqWx7Xf/jbtzQ32/NV9PCo17W8/xMGvP8jLB/byZJLTTgV3vPwC00nMTU88x5dHI0TL57LNPu9c3OAbV17CwuGLjJR7oW+Rp6b9Sdk5VuAxGo2YmppieXnZkJOfOGG229ogTgmAq1oHynYMr8QBjWK6zkwt3LbdotPbYxSOGQ6HIIWhpk1MOTNJYqSQiNdBkHdhGB6wvLzM1OQME+0Jnn7mJY5efCWPPfYEcdjjiiuu4MnvPowlYGVpkY9//D/ysR/7Ieb2XMyTTz5Jv9/n1OkFlpeXUQo0NlkuCHE4hWR6/iIGjqAjm0idorOIGBvXdQyTkzLNArYtEcJhsdej4boElmQYRUSjHk2/ycr6ElazgSstcBJskSL7IwZnFxh95vPcdPIMT+0/wEsSJmam6EvJc4cPcdmxnG80Ojgn19j/wDfpxDHX9vp8fXYvmd/mi81Zvk8v8+WJGeR6jBgL7jmzyFyWcusjz3B/omhOdnE7TZQtidOYJExI7ASVJRXlmt9oMBgMWNlY56hjk2WGetYSNg3bxZM2qSUZW4J4LJGWhZQxllPWdgW25REOQ4Tj4Ddb+I0mwyhFBU1SBeuJwpJGQdyTNsnIUNAmgD5/I9J514VheAImJibIsowTJ04wNTXFYNAjjg1csLS0yNErLufIkSPcd9+9zO2ZZ3lplS9/9TtGVqnXYzAYFb15utCfHZp52y98gY995cts/OxP80Lbp9NwcBxBWoC+QoNSGq22OkLa3Q6O76FFoRAkLBYXFxkNhkzOz3Py5ElGGxuo4QgxiqA35sdfPkk3jrj4+Ev81a5JFtMheZ7zguVw70SbSCvCZx9h4EvenQk+71sM9IiV1Q0WnAbfmGgjdMIwjBH5mE94ko9qyScCydkTpxGLi+SeTWfPLlzHQWQKG0HDN8G/53nIYlDH8zwGgwECA8HUu2jKhgbHcVAiQyqJkEWSFCtyW6CEwCZHZylCKzqdFpuDMWfOnCVOMnK5tUPUNS6S+A3m8cZjQ/YXRZGBRyxJb7BJs+XRW19ncmaKgwcP8uyzz3Lt9TfwyU/+CR/+wY8wuzpgZWWF9fV14jgtiHtS+v0+QRAQxzG/2O8xtZrg/qf/zNlf/59wbI3Icixri0K1zETL5QcBlueiEDiey+TMNELDnuePc8Wf/iVPTLS4eq3PXzQCFienmPQC7rcd3pql/IWEOMuJxhGXDcd8eDhGK81DFx+kPUi5tR/y4GSTs02XDpp7xgO+L93ka02fr3Qn8G1NCjzj2vxSy2OgEvxEoxPFNYNNfuLkAl/3LO5MFX84M4m1dzftdtsAyMWkWskhPTnVrWLXcosty3vCMmqWWmssjKR9qgq9uFzh2ZosGpEHPjOzu1nvDVnr9Q3zfrLVVlXif8AbL8ZrtVo8++yzXHb0Ck6eOsHd73gX9//tV7jyyit57rnncF2XtbU19h3Yz0svvcS119/Io488wdlzi8zNzZl50GLUcDgcMT09Tb/fZ9euXfye6/C/uS5Pv//dLK2u4M500UmM7XmmJCUMai+kqPg/rMBCxYaxqtXuIrGY6k5xyR/8Ee1xxL4CZ/vRoME3rruRlrQJ9x3klPS4Vmvu6LRJkoSjf/sF2kVX7u1nl2lFEZaG2zbGrB08iFaSd5xZxQLeNo5JLruINMkZ6pylLGLUsNnMIjaGgkzCz53qcShXXBRqPK35mUHIJ4OARiHcbNXKZoPBgMmpboXTCWFq0VUSpY3EgFA5SgHasLJmSHrhkF2OTavdJE4Szpw7x/FTp1hd28AP2tt6+Uq2LvPzP9KU2T/UStOUK664gi/c99e8+93fz+LiOe562x0cOry/IMUekOYZi4uLhbSSw8rqOnmes7CwwO7duytUfv9+855ms8k4DPmjfp9ffMsd/MnmBnme0+/3q4bNndWLspO3PdGl1e2AtJCOjdKGiWDhB95PeOggy/e8g9Geec689a3YfsDGcMj0nj2kky3sPbPI2Unc+VlOX38DYaNJ1GyydPlVLB44SC4EC3O72duYYG+7y9L+AygpObd3H7ubLTqWjQxTkt6Q8UafcHPEKByS64xPzc1yut3kKxdfxNluh7+74RqazWbFbloqV5YhQ5plZo5CCDM7LIQhPJICLcysrNZG1koIwQ3rA37tgcc4cuosG/0xU7NzSMfnxKnTLK+s4fumC6XZbNJoNLZpmr0ebwcXCD/egX3z+t1338KVV16J1prN3oDJmWkWFhbY2BiRpjkzMzPkWvD008+RpDmtVocXX3yWMAwZDAa022ZKLQzjCpsKowiBgiSh4wl+7Vd+mSnfZrLlowClcmxplHZQhgVdCEHDbaOlxSgKsVyHNEoRuaGiUIEHSYYVxjAYMVpaYePcAr3lFeYuO8JEp4NvG12ILMtIsozO1ATRc6fZWFrAzlKiwabBGeOEWGsOXXIpp15+HonHWn/IShxzJhwybrqMJTi2j99pQdMj92w826HbbDHV7tJuGNoOx3FwfZ8gCLjvS180sNT0BP1+n1SZtrGLDh9iOBwa4vLMMAbo1Gj7xkrwb771OPsHI56WgnuaDhcdOcrmcMTxM6dJlcQLGoRRxOTkpCEPiuNtfNSDQY88y944/Hi2bfOhD30Ix3FoNBp889vf4JJLDnHy5Eu89c47+LuvfYNnnn+O4SBkcmqGjXPLLCyuMT09zdraGs1mk2azzfr6OkmS4Pu+SS4aAZ4lGcYRrhvwyCOPcMf1V0Nre++Y1tqQLRYMSjkm5hO2Q5ybAetOu0k4GKGSjFznuBMtdNsjdHIOLJ3h0He/y0nX5szMLL2VNRwh6XQ6DMIxzckuce4TK4t0s8f+md3gjRhurONPTvDIuQWy/oCVbI21NMeemuBS6fHec4v81SVHeLQtUK5C2Qkzkx1ajkcgbBo6ZTxOq+pOHRYKgoBRFJKqvBrLNPIHEWEco6VFmifY2kyOxVnGJy/axweOneR/zhNWmWDh6RNIC1y7hWcBKqfh2/T7/aIxQlddMab/7w0mG+q4Ls1WC8f1sR2Pl46dJhpl3HDNreyam2NzsIlSGUHD5fjLL5JnYy45fIAsWufaqy4hHPbYWFvHdX2QGseTWD6kYYTIjR5X5k3x+EtL5MKBaIgrbWws0BqJheN4CGGRJBlpFhGNB+g4xE5iRBYz7K0DCkcJ2o5PoCWu0gS+y4F776e5tMy+b32beDLA2jNF2HJYGPeIkpjNxRXi5bOo0Qa5ilnYWOfc5gZxlrN4/ATp6joP2RaDiw4Szs+y5kjee26B/aMx7zt2DKvdQroeDTegoR1sJZHa1F9t20baNhu9HpZlsdHbpNFqghREgxidCbJYsXtqDpUKRCYJ3Kap8tg2YRKjbUmYZzy+bx/vmZrifqeByka4nsAu5mvjJCFVRsGyzJDrVGWvd6u9IAwPbTRfywxpZmaGpaUl2p0WZ0+f5uorr8azHXrrG0aBJsvpb64zWQjguY7pwvU8D9u2WV5eLqSknGI21HCnDIcG4kiV3ibGUpbLym6Nnd6wAluFwnZK5lHTF+h5Huc+/B56e3bxwjvvhFYDOdnBmZ1iX2+Tu7/6FbwzJ3ggX6F37gXe+p1v0F85xsPBmCe7KUL0ec+JF7g1N5mndGyCVpMvXn6YM+0mf330EM1mk1arVc2SAKZR07ZByoqZMwxDQxrZ69Hr9SpwG7ZmLir6tCIhkFKi8q3fR0lMUgwD1XvzdtJzGELJqGqbf0MSM0pLsrq6WsUOR48epdvt8vzzz3PN9TexvLRaYVG+73Po0CE21jeZnGzy0rGTldzU8vIynu/T6UwAEtvWoBXCtoiTlM3egM3egN2NDqqYs9Wq3qUiqpah8jmt2cYvUsoYmIuHMerbb+Wpa66gNxyRxzGppdGexdWPPcHkZp9bjx/n+Rvv4b3ffoLdw5B7Ti5y7oYrwJK89zvPMDcMec+ZBV48vN8wUrk2z3daPHtgD0qAK8wEsFCmmmAJgSVMy31pBGmaMo7CahJPa43n+GQqrzTfqpsNXeCX5kbLsgwpbKMtEkcoDLMCbIdISqMrk5nypk2SpJprfs3X/P+r0fxDLK01s7umieOYxcVzTEx02NjY4IYbbuDjH/84o9GItbUNPM/j/e9/L+fOncEvtLjKPrPJyWls2656+ZIkIUtSwxQgBO+MYz556jjBtx7Ea7a3DTuXq/KASYxKE3SWQzGVLzVYCOJ4RJYllOSLWZaRZxrfbzA9PUu7M0Gj2SZotXn6XW9jffcMj7ztzcxbbZ66+UbWpid57MbrmbIadJTLt667nKXJDt+4/koc3yFoB9ieDVIjbIHnOUhhpNuVMkqLwrKQtnmUhpZkqUkcRkOUgBxdNGYqbNuoGWV5gsbIyBvyIm227CxDWJI4S0kzBcVsS72sVr9WwLYMutQeeT277QXh8YQQFejb7XaJIqPes7a2wi033cqnP/1pzp07x+65WeJozJuuuoKVlRVarQ4///M/z1e/9i0efOhRRBmrobEsSaLGSMcmjBN+qbfG5VmC+9Vv8vL73k6zYC5XWlXaq3meVq3i5nvlwBY/HigQJVZlbbsoSoErbALpIV3TWJnd/mYeuOE60jRlOoJwbpav33oTqcqZkppcK0Zzs3z+1hvIxykT4xHCMp+X5Ebq3rIs+usbqNx4J68c7lGKcRQxGA0rrbeN3qappbLdQEpW1SqUqIUUUkoyJci1YDAcF3VqD132FO6YxQAqccJ6g8XrRUcuCMMrsyMzoBIzPT1Fv9/nzJkz3HXXu3nggQeYn5/HcU3pChTNps/nP/95Dh+6lDiO6ff7OK7hAFYqYzAeYEmN41rYOfzOrj38i5UFPj7R4R6vgVJpBbuUJ7WiddA5WpU9agU/ijLcxp7nbAXUlAxSFlGU4AcBWgusGqjqCofYSbEDUXUDE5uOaaN3ZkghUy8iy42yeJ7niMQM6eRximc5ZEJW7flKKaIk3uJBLjxhNA7pj4bVMDei7DqWhYc21GJKZ9jSQeucXJgbKkkSVjfWyTQoFPYOQ6obXrnTlLtNeQ3/MSks/kGW6YrISVNDkT8YDOh221x77dX8n//u36MzTbvZ5Gd/9qf5sz/7FE88+Tgf+tAHefSRp/j0pz/NOMzYs2cfvf6A0WiE77vMzs6ydvas4VqJFH/d7PLXs3tp5n2uW1phz2Rz20krB2SMGJwBWMuh6TzXpKnZSjy3pCMz3s8YrmnnioUmk4JMmhjJdV2CZqtqLVeFNx0Ph8XPRg8sjmMykeJI40Xrg9tZlhH7W1x6ZWOnFiBtk1VGRcPpKDLzvxQBv1IK1/Oq9vX68DfKZPRXLK7w3mOn+cTe3fzd5gYK0Gz3cDu9Xj3Z2D4+8AYj3wYKBnS7OqB2u81wOMT3fY4fP87MzAzf+c53uOmmm/joRz/Kd77zHa655hpWVlYAw6NsWRadThelIAxjWq1WVbsU0jCse66hVS0vBGzNWpQepDJI8sqjVNWANEWjKhYD8z6F7wUo34GGh2z6ELhYvovb8PECn54v6TUkYdcj7vikHY+Rb9O3FZs6YTQYFmOEmjw1nCy+7dApBJBL7pPBYFDFsaIwvOFwSL/fr5gU6nQX9XmSbXO3xfG+99hp9g/HfPTUAuHYgO9YW7MX58tow2LOuMyES0/8ehR+LgiPB6BzjWu7hcRRxsb6gCgc8fZ33EpvcI79B2Y4evRi1tbWmJ+f58EHH0Jh8dY738yp02dZWz2F70g2B0NzwnERloNl29jpCJ31yZTi7HjMb/7hn/NDd1zHdddcza4pj8Fgg4bn02kEjEcRceGhvCI2KkcqsyyBsJhGsxx04VmkLRnHY3QMnuNi2R45Gks6aGGRCsmEluTKSEV50iVLEsggHmc4iUJjMYzGADiOhxaSsGDsjNOUYaHeY1kOaZozjhNkmBFlUcUrU/bfNRoNI25nF0raWVxx9WWZQitARcQ5/NmRi/jAsRP8KoJI2wSOR5Zm5GpLJamcZS4NrdFoVIZddjGbm/UNBiCjt7jlykHtVqvF9PQ0nU6HPXv20G63kVJy+vRpwjBkdnaW+fl55ubmqnptv99HKcXhw4c5cuTItvitnJAqpaeePX0afI9Bb4hveUghGEYxqdTbsKkSnyo9hRAlVWtimDmFwsgEpLRbLQLfw3UdGp6PU2zLEl3MKkQVZ57KcsPDkiXkBXdf6VWBV5Dx1GEMYdVakcq4ka1Ms6TotRwbReHhikbPLM9Js8wMewvJt6c6/MhFB/hLrSqoqHRcO7fVnc+VP5fsqW+8rbbsjau599L4Sg3XBx54gAcffJCbbrqJyy+/nLvvvpuVlRWmpqawbZvdu3dXAHI5KllO1lcfU1w8gOPLqxw7t0SegVBGGy1JEuyCaXTb1lpkf7ZtFzoQBdhcYoDK/L4CcsdjozuWpIZLWGvcosZqWRbSKmMiVXHS7ZzuLx/l6KcQhvOkHHXMtDLsALXvVpavylDBsizyTJMUjAJKlWGFItWQ5jAaR6xsbJKmBlaqY5jlOasb2U6Ypb6dv57E9sIwPL01m1oyVoahAUPX19e59tprufvuu1ldXeWpp57iYx/7WCVptLS0RKPR4MknnyRJEobDIceOHWNjY6MiRyxPTOkdsizjyoVlPvhbv8v+l86w3u8XzQU2SRhVYszlNlN6knLbynOD7yH0dk1X28KxZDXpL6XAwihP2kIiDFNGQY1mlH8sS+BIAyeVXr/++VmWkeZmMqyMKeNiKCmKzNzITsMrs/U012aUMjEC1Fmem0RJ5WRYRHnOMEroD4fkWiOLhCRXW6wA5/N2dZ4WoMIzXw+kckEYnmarbFWn1XIch/3797O+vo7neezbt4+3vOUt7Nq1i71796KUMsMn4zHNZhPP86p/5+bmKkMrh5PLi2NZFv/D5oiLw4j5P/sLRmmKKKj+szjZls3VZyuyLCvo94sAPi9YODPjLSqDKSSdxqORaevqD8gK/hVTZYirbY3cXMCy2rCNGra4ESsvJgV5zeNowbZtducwj/k+RsknjmOyzHhKrQSpFkSJIs2M5yy3b41Rn6xnqztbyOo/1xGB18OeckEYXin7WWaK9f641dVVZmdn2b17N1JKHn/8cW666SY+97nPccstt1QxzYEDB6qMbzQasbi4WN395ckqT5xSiv+12eJJKflP81MsbG4QpjHxMMTO9LaLvpPOtQyw81IZXJn4Lo1jxuMhaVrM0hY8fLYlsSy5RXOrzRadZ0nl2cehAX3rRlc3wnKLLUtjSZKYOREhtnme0jNtUeGa4v6lpxf5V197hMsWlg0+KSBRmihN0VIgLTM1p3S27e+U/y9DD6AWz5lVGp7BNV/7uiCyWl1oOJReDqhwrGazyebmJnEcc/ToUb74xS/S6w244oorOHNuiXvvvZe5+b1sbm4aj9fxGY/HVYxXXkgwJ6kM0P+m0eF+3+UoGZc+/yw6DpnxmkQbfRrT7YoOokww7GJUMEsMfJLnaUUhhpDEcYgQFhR/35AnmvgyzTIG/T5GxzZDZzlZGpNGMXESkkRxBQpX31VQZaJCO1XYMBwOiZIYU4u2X4GxlYaYpimqMIr3vXiK/cOQf/LSWR65ccKclywnzXOkZUqPIqs3EFjkim1b7M5doB4758UQ+uvJai8Iw6Ok68dwt0kpq9nVROdYvgtZyoFDB3jXu97Jt771LWZnJnAsm7nZGTqNgJePvcTc3B5efOkkU9OzDIcjBsNNgiBAFsTWaE1UaH+RpTiWg9/dw1cfeoGnji3xltvfzJ6980yta6QaMrerQSwVod+lIyycLGSsBNI1ajp5QRPmui6WLQhsk5iogiNZqy1CbJFo8qxgt1d5QZebkcbFVpiEWxx2esvzCVsgLIcwHpHnxpACzy8MVJNlmiw1k19JvEVZK6WsBFQ+e9E+/snxM3z2on1oDVoJXJ3hW4JoFKJiQ4mhtMCqsLjz6+talkUSpUhpMETXd7CEbUZH33AD3cXaOTRSHnQJbWRZxtTUFLfddhsvvvACMzMz3PmWt3Ls5eOE4Un6/T67d88yGhvSwkajsVUZKLiUy+TFC3xGwz6NZhsv8Hn51GkGo/vZPTfL2y6/gZvWFrj+vzzAI7dfw9qNN6Fdm1gn5H5j29Zdeh0pJXEev6KdqNwONzc2jDHkJn6qaFyjyMAbxVae64JCVquKNi1OhozHY4PpxfG287VzbrYME+qg7xO7pnhsZoJMlTMXW+e2blw71/nanMryZv291d96Hdf6AjE8UWm67jzYuNiCG42GKSXFMTMzM6RJwtnTZ7jm2qu45z3v5pOf+gwXHb6Ue7/wJYIgMOOOyQ6FnGIKK89zwizCCjyeeO45+oMBzalZ1qOQ/pklnjv5l/y30mZmrcfNDz3L787uoYGmZSmC2Vl838f3fYQQROMYESa0Wi2kvT0mLGMyE3wnW1lpkfSEyZbUe5xmDMdhlTRU2W2WMhxHVXxatm1ds7LBD5xe4i8P7+Px2cmqAaA8fzvpJExyVDJEWa/wZmwzxK2bpg6lVA6BosdPapQuQiTXIknfaAAyABKtzSQ7GIVsIazqApdApe/7pKnZLicmOhx/+Ri//dv/jg9/+EM8/PBDfOhDHzTS6UJXyUUJqNZPdBonoAzkIIRFrmEcZ4yilI1xyH85so/evnnOffSDTE7vIspylGWzvr7J2toG6+ubDIfjImNMGQxGrK+v0+v1CtarcdWyFEUR/cGAzV6Pjc1NBuMRcZYaj6aVYekstthM5aR5Vj3qWF3pYaWUfPjMMgfHER88cW5bHFr+vvS05eN8mXr5c/1feKX8Z/me8yVqO0tzr3VdIB7PrLr7B7YZnC5IoaXeolyd6LQ5cGAfZ8+e5ff/w+8RRilfvO8LjMdDpie7LK5uVHBDCYeUF9CzbBqej5CSzHIROFjSQyuNGzT4iyzjyl/7V7Rdl6lTq/TXV+mNxmQIhqMQ2x7SbDYJggDbthmOQnx7u/5s6bWiKCKuyThJ2zK0sEU5TAG5BsNaLNDacAvnhXpP2ZldhgtSSj5/yQHe/9IZ/vqSA9XWV567nXCHLoL+ejdOfQkhCjbQ8uftDbA7vZ9lbbVUGZUgKi/6Wtf39HhCiI8LIZaFEE/VnjuvUJ4w63eEEMeEEE8IIa5/rV9kJxpeR+3rPf1aaxqNBuPxGCEE3XaLyy67DK01p06dYnHxHI1Gg8XFc3Q6HaO8XRhIo9GoPGjD8YiHY3bP7GZu17zJVpMM3/WRuSAchEy2JxEZTM/uYt9FF9Genq5gnxJ72/XUc7znD/6QPc++WG2vZQZaPpIk4cBLJ/nBT3+ei06eMRhblhGWv89S0tzcIEfPLvHP7/8mVyyuIG0Ly7G3Zdgly9Nze+f4zbfeyDPzu16R1RbX4rzxZvm6+nN14yrXTuM932vLm6DuDV/rei1b7X8G3rXjuVcTyns3cEnx+Dng91/LlzhfgFsHT+vNmSVu9PDDD9NomGmx2267hQ984H3YtrkDD110kLm5uareW9Z19+/fz759+5iZmcFzXWZnZtBZTp7mRiBuYookydCZZrjZI0sSsiQnzxSuFxC0W3Q6E0xMTNFud3Ecj1seeJSZ1Q1u+vYjbGxssL6+zsrKCktLS6ysrBjN3fGYm7/7GLPrm9zy0OOMwpDxeMw4CknzbGtbBN7x9Ivs6Q141zMvmeTBdaqqie/72+ZZy8y3/ihjvfqWu/NR93qv9m95rncacr3xU4gtlct/8NZ3rfXfAes7nv4ARiCP4t8P1p7/hDbrAWBCFCo/f/9SKDVG5RFaxSAyAyPYAlKNJ10sLKQ2lPt5rvmnH/khHnjscZx2h69+6wE+9dk/p9np0ulMMBgMyZKctZV1rNxj5dwKvqVwxJj5mS7JIMZ1bbPNCotxbADZbtPDFSnazhjGGdpq4rTaCCei2fAI7AbS97GCAG1JhGPz8FtuYXl6goduux6/0ULaLrkWpLmJHzMFaa75ypuOsjjR4W+vuoQ4TSoJJiFEgdUpLK34myuOcK7b4v7LDuFoja/B9Ww0Oa5nk2YxCGXGDj0b25FYtkBaYDtG0tOyBZocyy6NTReFf41SuZkVsW2yOCFNY5otMxil8hRLmpJeHSSGrbDHcRxyBa4XYBVMUmiDS/5jtEW9mlDeXuB07XVniucW2LFEXcts10zh8WoF8uLOLe+4nV4xz3OuvvpaZmdnue++L7G0tMjFFx/lySeeZnV1Fd8PWN0YkIQxcTxmZSViafksy0vrWMKh1WqTZgqn6FiJo62SnRVYZInBxGy5tcX7vo+2VI3pgQAAFgNJREFUjRexpTGY05ce5tjBeWxpYbEd4ii9NsBze3fz9Jw5TlHUNSvqsNoxPjs/yzNzM+YcFce6s2h/vm2xfn7quwVaGiZ5rSsZBWNEyvDLiBQ9GGNLWYUho9EAaXnn9ZTldyg/p/zc12N08A+QXGj96kJ53+N9fwD8AcBllx7WxnVXv0MXRij1Kwlhyou2e2aWkydO8s2/+zq//uu/wZ9/7i+4/bZbSNOc1dVVHHeFtdUB7ZbPHW+5mdFgnWefOcbBAxeDtDm3sMLapiGyzrOYpufSajXYzLY6gJFFu3miCFotdDQ2/XiyyPQAx7GIxmEVjBueYPuVZa8832ZkdbC37ECpX+DqXIhXChnvXK++jW7PPs3DzJA4roWb5eiiEaLVahWQTwLCqV5fb7FXOxxCfSt+PUjef63hLQkh5rXWC2K7UN5ZYH/tdfuK577nqhuWEGLbIdRPZP2uzrKMbrfLXXfdxS//8i/xC7/wL9nc6LG8vEyexygpWF/dYPfcDLO7Jpic8IjjFNdxee7545xdWMRtdrEdicoFUTw2emXUT6plhmlSTcNyCLOkgnUsy8ISgiSJoBg9BCP8rIoZjZKrZGcMVDeEEvKpJ1DbAntru9r3NtD2PN6wzF6NoZuBpp2Ga9rHtrDG3LKxpEJYxtMmxdxIaWhlpl6nroUt4PofC04phfJ+g+1CeX8J/HdCiD8FbgF6tS351ZcouiuEtTWoUpxPowBde+kW1onnuuS+zz3v/n7e/a53EkURzYbLjTdexQsvvMDLJ5dZX92kt7HGyZePM7d7hvndcywtbuL5DrYt2SzIfAQKmxzPtXGkQ9s2tP3KMZNdylfoxFROsiwjT82pE1qTpi6dVtuoQqotJeyqoF/Ii5YZbt17lP9PkuS8p0ZrjZB2ZTBlRl2uOo1u3Vir3wmFFGb7dzyrCCdyhFT0B0Mcy2J6aoJMWnh+w8S+KifR5vhKAevSkEt2qIolSqtKmOV1oCnf2/CEEH+CUdyeEUKcAX4VY3DnE8q7F7gHOAaMgZ98Td9CF3dufastnpOSCknferkRkFheXmZ2dhatddUZctFF+zl9+jSzszN87WsPc+TgEXr9da6+6ho2e6t84fP30u3sYnFtldFoBNLAI67jYpPjOhZhYUD9fp+WN4nMjceykMTKMMw7xTQYysytqixHsb1CUhphkiQk0VZfYD0LLQ2lLOeVx187/6/YwM7nXeoGV5ezNwNLxTRYYcBZlheaHy65tsg2+kRpTLvTIQgCxuGIKLMqqai6xysNv6qU7LyQr3F9T8PTWn/0VX71CqE8bY7851/zp29/bw3wpDK88hqcL7aZ7E4wGhipTpQmTWKWFhdJ4pAzp0/yzNPPcfjQUS6//ApmZnbx3YcfIAxDNtdPkdvmlNWZA+IkJk00uSVJkszEflMdLGU6QTxb0ltfrWYazLSWIfsZD0fMzMxsSyjKrTEMTQdKSTFR94Z11vidxlgecy63Qxv1cljde8JWHyPwiq5mWUsKMpViOxYeLuQKIWD37t3MzMywsrrM8y+d2SbEUodrSuOrx+Xw+jqQL5zKhdIoXZLB2DjS3GFKZ7WD3AIwTaeswvFcvMAwnU9o6Pf79AcR6xtDHHvMgYvaKBnx3ImTfPlbTxA0OvSiATpWdLtTAKaRtNWi1zOtQgIXP0hYWT3Dvl1tMrpMdV0skTA5MWUMJ9NYlouwzXdxmzZKSLTUCFlkt4CwM7T00GpAriRprrAsB4gQGppBgzA0lLv9fh/LNslUHZNTeYptWSAtwjTDYsuApL01orkzBpNS4vlOYcwKi4zAlagU8szFdyV5mmLbiiTN6XbaTHS7XHL4KCdPLeI7Lv3NTWZnZlldXafb7RKGITg5UoDKU3KtsWwX8jciaY94JUywzZ2/CnxQDsiU3Sd5njMajTh16hRPPvkku3bNcedb38Z4HPL0E0/TaJjevsDz6HY6DAcDpBC0Wy3QmixN8VwXlZuYLByPqlnbMst1XbeqAdcf5YUuwdQSWC233bIDumxTbzabdLtdWq1WVY0oqxPl+3ZWFOrGVecehvOfvzLWLCs/5d+rPFa+Ne6Y5znkim63y65du7Asi9XVZQI/YDAYVKOi9WSo2+2a92cJWmVvzPHGnSeu3DpKlcJy1bdcyxKkaaExK6HR8JmZmWLfvj1E0ZhBP6bTncLzApaWVpAIAq/B5sYmnttESgspTNyzsrLC9PS08T5SMDs9SSPw2DUzRSIsoiTEs+xqvrXuhYFKsKVuEOUFL7Ng2zaAb1qobavMjAeWY4RlIlK+r8zipd5qZH3FILUG091TGCmiiJmNjENeNKS7lo1jme+eWzahStHylboXk50u+WzObW++hb+5/8sEgUcYxihl5nc9zyPXeUXIKKU0ojavg4YWLhTD07wiXqjXHusXuP778Xi8rZSmlKLRaHDJJZcwNzfH7tkDLK+uMdgcMNHpghasqQ1GtmlFbwQBUgiiOObI4cPm4scxU1MT7NszzajfQ0pZzJgaJe66UZSxj9amflwOFtW/ewk3xLFpGG21WuReVjRUhhXYLAHfdUmFIBOCvHhorcnFdsyvPN5y1Yv/5fcqY73y/JTeNM8LVSM1BgmOZRO4HuNClqvZbBJHKfv372dmZgbf95mammJ93eCdlmVIK5Uu6MqSCEcUs7VvRI9XeRDKrM0cWJYnr8DxSs/iug6e51bpfUlY02gENBoB6+sbNJsBzWbAr/zr/5Gf+KmfQUpJ03OI44xhbxN/ZobJTpvFs2eM5Lpj88M/+BE6xJx84iFGwz40pvECnywNyfO4AojrU3E7w4KdyVCz2URKyXAUV2BxueVlWWZUh2retH68jtzeHFtPLmQR74laE60WRkJAaAy5uBBGkE9IpCXQtirCFIUuwgOlFJPdCZpBg6SZGiHCLCbuxdV3bDabRnSl0cDKM6TlMNFu4bkOQufEafiar/cFZXj1f/8+QLIOIpf/llsUbI3kTUx2mZycZGKyzYkTx/jFf/HPOPHycR599FFOL6xx++23Y9s2999/P5OTZjr+uuuu5Ud/+Afpn3uZzx1/BlsKciwc20PpnCTOqun5MraLY5Oxep637fuVMZ/WmjSKKpC4nmmWBX2RK2xpkQuJQiCkhRZF7MgWOQ5QyYIKIbZJdZbnrNwCSwMvz1EJ2wgh8D2PeDwmjWKT2GUZ8/PztNtt0jSn0zFEkPPz87z80gnzHt8QXGa5wraM97SkpBl4zExNMj5+5jVf7wvD8Go4UXVHF56jPnlWLzNprbFkiZvZ+LaLxnC19fobjEYjLrnsSn7n//ot1tfX+Oxn/pi77ryT3bt3c931l3HsM5/n4e9+nbe//e380n//z/A8j/F4zC/8wi+weHaR08eP89KLL3Jw736uuuUgw/EQ19Y0m0201oxGo2pr930fpRRhGG6rDJQGUPbllXFgOWaZO1tQjlUQ9tQ5TnbGkuX769UCXdCXbZ3KrXNWJkJaF4SOBb2FuVlyRnFMUrshrn7Tm3Adj74cIKXkjjvezKOPPk6SRgRBQJIkSAnjKMKxLeI84/vfdjtzM5PMzUxxavHPX/MlvzAMr5JiL4JnJLrgh0MKNBpVekKM1pYUkjzLjWasMtQMtuUx0Q3odkx14aEHHuJtd97F3j3zWGjOnD7JsWPH6HgWjmXzL3/hnxMnQw4e3Mt4HHL40H7C0Ri738dWNsPc4YkXT3H51T0mAo/hcEiqjYH4nlvVY9OioQCtsUsPlyQkhYdxHAe72SBRCoVESQuhc4RlI1ThoZSucL1S7LjMqANBrZarsbyAPDdM7spEJVs3rVYEvuk2kZkJA/Isw7dNa5VdNJsqPyUTEd1OkyjMmAxaTHXaROQM0wGtLOaSAxfx5BPPIi2HJFe4niDNcqalw2jcp9H0UGmfRmOS3fumsF3r77nI29eFYXjspELQ1Eflzgce73z9zq1aSsmVV16J59pYUjDY3KguarfVZM/8Xvr9IbkKGQyGpp19bchttwh6vV4VlJcNp8C2IZf61l5+fn3Cvu6VhCgYPUsvlpmhaSjCBaUYjcbbGKzqcIzUW4X5OqCrlEJasspkBUWVQ21BJaX3Kz+ryrQRNJtNTpxcwA263HHNNQSNBijTkp9g4QVNJiYmWFpZxHNt0niM1DFxGtNqB7RaPve8511MTrTxPOuNCae82nq1mG+noe0sMxkIwzYlsPGowvosy6LVavFTP/Uz/Mqv/Gv+l1/7Vc6dXeb48ZP8xI//NCvLPTY2Nqp4aDQaATUWzCJ+rM/rlttpmqbV9lovqmdZRlJUKPIsReU5Am00NiwQjkPIFn9MOZBU0mdsZynd2kqrioXeOm5pWQgN2gzGVt+nHhdblkXg+7j2mEajSaM7wY/86I8jHZdwY8jq6ipW0MFvtbnuhuuZmu4wv2uSA3t2YekM6bcAeObpx5mfm2ZiosNw1Mex34Ae73yrLJ9tb/Mxq57Z1RH7Oqyg1RaCX1JbxLGRF913+BI+9rGP8W//7a8b8b0MfuPXf5uFBSNTaheCdFGhs1bGSK7jVZ9ZGkYJZJcxWLnqBugKQwGbCsgK0T6lVEHsk9DpdKomgnqpzcS7Bm4pjQ5ACYGSkqRWKqsDz1obuSwwdlnellJIbGlBrIjGMZ1ul1PLy8zOz7E5NlS0SoGSNtkoZH7vHoa9VRyh2bd7GpWE5F7AxsYGF198iN1z06wsLjAx2T3vzvRq64IzvBLPey0HUfeGdcOre8Fyyr00vKwYql5cPMf1N1xHd6LF0uIqN9/8ZoKJKcKXTlXG6vs+cRgVpbstEsd6Eb4OwAZBUCUSdZJH27Yhy1CAIy2wLMO8rrQBcREMh8NtCUXZ16eK6bPyufroZHkzlDeaU3xWVUkR2/mJ69u3lWu6rTabsWJm1yy9MERbFkKav6EdB4RmcrJDp9MhkCl5GjPZbbI0Cpmc6jAeCsJCO07p/LzX6NXWBWF4pilg+8hcGePtLJWVq46VlYZXbw0qxT+U0IaMu2iI9DyPIAiYm59Fk3P1NVfRuLXDVVdeQzYaVHFgHEZVecuyLCSGOCerAbn1uqjxwPk2o6lviVmWGc6U2vZsSWEY3YXeFrvVmZe0NgyhZkrfYHEahcRULWy5taXb0sKW5qZQNTrZnVkvQMPzyaXH6miZH/6xn6DRbjGMIlY31vG9AMsPcJzSUAXtToennnmGt7z5Zga9Tfbs2cORQ29iotOiv9mj0Wi+ronuC8Lw/r5Vx73qz5Unu1zla+pAru/7WBKSOCJPE+rkQLajCYJmNaK3e+88KIdxOKTVatHb2KziPK11tY1mKt/mRWDLC2ZZXhkrbDE4ZVlG4HoGOlE5WZxAbjxglmXkSVxVGeo3U7mtlj185XN1o7dLgLjY1kul7BLfsywbJYp+vdwQb0vbJnACNkY92hNdrr3+eoZKMRyPWNtYN1JY4zF+awpQYEnCOOGr3/gWs7Oz7L1oH/Pz8wRBwMryGp7r0u8PEeL/R8kFbPdu9efqz+8sr5kYTOHUGD3LikOWZfiBiybFD9p4nmSwuU57YldR892iqai2rSKjLd9f39bL+QbHMUPj5exGiaW5rotKt3QxsixDZylWrdQlSw9dxHdxHFd/x/cNV0qZfNTB4NLw6k0A5fkpE4myFlxm4lJK2o2ARiPl6FXXIG2L4WYfpQ0zvcgUniVAp3iBz0R3CqljvKDBxOwsu3fPMxiM8GyPTstwTtvW65t+uCAMT7D9pG1bJYV93fCEaW50PLdqNy+L7SUga2ADhzw3hXjyhGbgYJOBUCS9TVy/RRYEXHPtjbTaXVYXzhFnIZHl4U1OEStBnKQsnjvDwb17CTwPXQgsC6W34AsNKknJ2OItQaXmdxnkGSAsVMGbYts2SlMIwJj2+jxO0GmGIyQ4Lo6QiIZgMBgYNq00I1e6ItwWQuA3Akjzau623nxqtnKKrNxiHJvQQVqCXEX08ybX3HU3l9/+VhI88jSiv7zCsN9HWQkTwRQqzfC7HgcOHOTU6bNcctWb+Te/9rvIJGZqeoKf+7mf4sYbr0SKnExFr0sa/oJri4Lt22b58/lWeUcDrxigNjBDjspS0igkHI8ZDsZkWY5j+wjLwwmahFGGJV1QMBxHxJFR+FaFhwlHhvKs3+9XlYnSG9Y9SL0cZZXF+iyvQGFBIXZiO7iWbWI1rSuOvLLtqk6BWz5Xn10tjcwvJELrnm7n90FY2I6HkJrZyQl828JWYGkb/IDb77yTRqeNNOKObG6uo7IM23Irb1+GLEKI6vgVFr3BmP/j3/8en/3cvfjBBLbdRus3JHfK+dergcdgwN3yBJXPeZ6HV2g7WALiJEIpaLcmcf0WaSYZjTNSbaGESxhnBO0Oo1HIaDTGdz2iKMJxHGampmm1WowGQ8bD4Su2/HoGaj5PIIvvZ4milpvlpHFS4YjldiqEwHddM0je6VZ9e/XMswwPSoOsdyuXW3KdIaHc1stOlN7QcASmcYJvW+g0wRKCZrNLe2aO5vQs49Bs6YPNDcaDYRGOuFWCVtaipTTE5wDYAcJu0B9E/Mf/54/4yEd/grOLm2/AGE9vh0bq3SnVS3YAyfX4q3y+NMDyAjebTWzHxxKSwWhEmAi81jQAq+sD7vubb/Ly6SVuufWttHwPV7pYlm2UuYtYTRc12CiK0PmWh1VqZ6WFqlOlFKiTbH0n13aKpkxFNDZceJL/t73zd20iDOP451trrjWp4I+6ioJLJ4ciDi4u4iKCky4uzjo5CP4dXZzcdBMc1f/ACkot+BsJdPDHUklPkjR5HO6uTSFHm5LmeWPeDxw5khx87/jyvs+T3Ps9trrQIs+46JCLUQ+2b3vqdjrM5F02QLO9vUCod5Yojp+drTJzeBrrNEnTjczstTka7U1uXLvOVLVGd32dSjLN37TBlIwkSfiTplSO1LbOr9VqkSQJ9Xo9L2O6NBspR4/Ns7m5QaVS4+69+zTS/guW+hHEE7ol/QI2gN/eWgbgJOOlFw5e82kzm9/LF4MwHoCkZTNb9NaxV8ZNL4SlOfgaL/J/Eo0XcSEk4z3yFjAg46YXAtIcTI0XmSxCGvEiE0Q0XsQFd+NJuirpo7Lc5Ae7H+GDpO+SViS9lbScv9c3C9pR40jyqoeBq/EkHQKWyLKTF4BbkhY8Ne3CZTM73/NbWFkWtBePOeC86mHhPeJdAL6Y2TczawFPyXKUx4WyLGgXbCR51cPB23hlmckhYsALSW+U5TdDeRZ0SAyaVz0SwrhJYDy4ZGZrkk4BLyV96P3QbH9Z0KMkJI3eI96+M5NHjZmt5a8/gWdkZcKPYnrSzizokCjT6HrtvY33Gjgn6YykCnCTLEc5KCRVJc0V+8AV4D3bWdCwMws6JMo0Pgdu593tRfaaVz0setcOeGxkmcmfgK/AQ289JRrPAu/ybbXQCZwg6xQ/A6+A4846n5A9U6RNVrPdKdNItoxvKb/uK8DiKLXGv8wiLnhPtZEJJRov4kI0XsSFaLyIC9F4ERei8SIuRONFXPgHuPZIBDk60hQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scale = Rescale(256)\n",
    "crop = RandomCrop(128)\n",
    "composed = transforms.Compose([Rescale(256),\n",
    "                               RandomCrop(224)])\n",
    "\n",
    "# Apply each of the above transforms on sample.\n",
    "fig = plt.figure()\n",
    "sample = face_dataset[65]\n",
    "for i, tsfrm in enumerate([scale, crop, composed]):\n",
    "    transformed_sample = tsfrm(sample)\n",
    "\n",
    "    ax = plt.subplot(1, 3, i + 1)\n",
    "    plt.tight_layout()\n",
    "    ax.set_title(type(tsfrm).__name__)\n",
    "    show_landmarks(**transformed_sample)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "遍历dataset\n",
    "-----------------------------\n",
    "\n",
    "现在我们把所有的代码用来创建一个dataset，每当需要一个样本的时候，会做如下操作：\n",
    "\n",
    "-  从文件里读取图片 \n",
    "-  对图片进行缩放、随机crop和转换成PyTorch的Tensor \n",
    "-  因为第二步是随机的，因此实现了数据增强。\n",
    "\n",
    "\n",
    "接下来我们使用简单的for循环来遍历这个dataset。\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 torch.Size([3, 224, 224]) torch.Size([68, 2])\n",
      "1 torch.Size([3, 224, 224]) torch.Size([68, 2])\n",
      "2 torch.Size([3, 224, 224]) torch.Size([68, 2])\n",
      "3 torch.Size([3, 224, 224]) torch.Size([68, 2])\n"
     ]
    }
   ],
   "source": [
    "transformed_dataset = FaceLandmarksDataset(csv_file='../data/faces/face_landmarks.csv',\n",
    "                                           root_dir='../data/faces/',\n",
    "                                           transform=transforms.Compose([\n",
    "                                               Rescale(256),\n",
    "                                               RandomCrop(224),\n",
    "                                               ToTensor()\n",
    "                                           ]))\n",
    "\n",
    "for i in range(len(transformed_dataset)):\n",
    "    sample = transformed_dataset[i]\n",
    "\n",
    "    print(i, sample['image'].size(), sample['landmarks'].size())\n",
    "\n",
    "    if i == 3:\n",
    "        break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "但是简单的for循环缺少如下特性：\n",
    "\n",
    "-  把数据变成minibatch\n",
    "-  随机打散数据\n",
    "-  并发的进行数据处理\n",
    "\n",
    "``torch.utils.data.DataLoader``是一个提供了上面特性的一个迭代器。它有一个参数``collate_fn``，\n",
    "通过这个参数我们可以精确的控制怎么batch数据。不过通常我们使用默认值就可以了。\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 torch.Size([4, 3, 224, 224]) torch.Size([4, 68, 2])\n",
      "1 torch.Size([4, 3, 224, 224]) torch.Size([4, 68, 2])\n",
      "2 torch.Size([4, 3, 224, 224]) torch.Size([4, 68, 2])\n",
      "3 torch.Size([4, 3, 224, 224]) torch.Size([4, 68, 2])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataloader = DataLoader(transformed_dataset, batch_size=4,\n",
    "                        shuffle=True, num_workers=4)\n",
    "\n",
    "\n",
    "# 显示一个batch数据的帮助函数\n",
    "def show_landmarks_batch(sample_batched): \n",
    "    images_batch, landmarks_batch = \\\n",
    "            sample_batched['image'], sample_batched['landmarks']\n",
    "    batch_size = len(images_batch)\n",
    "    im_size = images_batch.size(2)\n",
    "\n",
    "    grid = utils.make_grid(images_batch)\n",
    "    plt.imshow(grid.numpy().transpose((1, 2, 0)))\n",
    "\n",
    "    for i in range(batch_size):\n",
    "        plt.scatter(landmarks_batch[i, :, 0].numpy() + i * im_size,\n",
    "                    landmarks_batch[i, :, 1].numpy(),\n",
    "                    s=10, marker='.', c='r')\n",
    "\n",
    "        plt.title('Batch from dataloader')\n",
    "\n",
    "for i_batch, sample_batched in enumerate(dataloader):\n",
    "    print(i_batch, sample_batched['image'].size(),\n",
    "          sample_batched['landmarks'].size())\n",
    "\n",
    "    # 只显示前4张图片\n",
    "    if i_batch == 3:\n",
    "        plt.figure()\n",
    "        show_landmarks_batch(sample_batched)\n",
    "        plt.axis('off')\n",
    "        plt.ioff()\n",
    "        plt.show()\n",
    "        break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用torchvision\n",
    "----------------------\n",
    "\n",
    "在这个教程里，我们自己实现了dataset类和transform里。``torchvision``包提供了常见的dataset和transform。\n",
    "因此我们通常不需要自己来实现。一个非常通用的dataset是torchvision里的``ImageFolder``。\n",
    "它假设目录结构如下所示：\n",
    "\n",
    "    root/ants/xxx.png\n",
    "    root/ants/xxy.jpeg\n",
    "    root/ants/xxz.png\n",
    "    .\n",
    "    .\n",
    "    .\n",
    "    root/bees/123.jpg\n",
    "    root/bees/nsdf3.png\n",
    "    root/bees/asd932_.png\n",
    "\n",
    "根目录下的第一级子目录是类名，然后下面是这个类的图片。\n",
    "\n",
    "类似的也提供了对``PIL.Image``常见的Transform，比如``RandomHorizontalFlip``, ``Scale``。因此，\n",
    "为了实现我们上面自己实现的数据加载和预处理，我们也可以用下面的代码来实现相同的效果：\n",
    "  import torch\n",
    "  from torchvision import transforms, datasets\n",
    "\n",
    "  data_transform = transforms.Compose([\n",
    "          transforms.RandomSizedCrop(224),\n",
    "          transforms.RandomHorizontalFlip(),\n",
    "          transforms.ToTensor(),\n",
    "          transforms.Normalize(mean=[0.485, 0.456, 0.406],\n",
    "                               std=[0.229, 0.224, 0.225])\n",
    "      ])\n",
    "  hymenoptera_dataset = datasets.ImageFolder(root='../data/hymenoptera_data/train',\n",
    "                                             transform=data_transform)\n",
    "  dataset_loader = torch.utils.data.DataLoader(hymenoptera_dataset,\n",
    "                                               batch_size=4, shuffle=True,\n",
    "                                               num_workers=4)\n",
    "\n",
    "\n"
   ]
  }
 ],
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